Medical Diagnosis on Step-CoT (test)
78.3AccuracyOurs (Teacher)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Ours (Teacher)type=Proposed framework, Step-CoT=Enabled2026.03 | 78.3 | 89.5 | 46 | 96.6 | |
| Ours (Student)type=Proposed framework, Step-CoT=Enabled2026.03 | 77.5 | 90 | 41.8 | 96 | |
| biomedcliptype=Visual foundation model, Step-CoT=Enabled2026.03 | 69.3 | 55.6 | 19.4 | 91.8 | |
| ALBEFtype=Visual foundation model, Step-CoT=Enabled2026.03 | 68.1 | 53.9 | 16.3 | 91.5 | |
| BLIPtype=Visual foundation model, Step-CoT=Enabled2026.03 | 66.4 | 53.2 | 15.5 | 90.8 | |
| CLIPtype=Visual foundation model, Step-CoT=Enabled2026.03 | 64.7 | 48.8 | 10.1 | 87.5 | |
| FLAVAtype=Visual foundation model, Step-CoT=Enabled2026.03 | 62.5 | 50.2 | 9.3 | 90.7 | |
| VisualBERTtype=Visual foundation model, Step-CoT=Enabled2026.03 | 56.2 | 48.8 | 8.5 | 89.1 | |
| LLaVA-Medtype=LVLM, Step-CoT=Disabled2026.03 | 42.7 | 58.3 | 42.7 | 79.4 | |
| Med-Flamingotype=LVLM, Step-CoT=Disabled2026.03 | 30.1 | 61.2 | 28.4 | 89.8 |